CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of RNAwolf - scored higher in this pairwise comparison

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for RNAwolf & Vsfold5 [.zip] - may take several seconds...


Overview

Metric RNAwolf Vsfold5
MCC 0.505 > 0.479
Average MCC ± 95% Confidence Intervals 0.578 ± 0.117 < 0.584 ± 0.123
Sensitivity 0.472 > 0.420
Positive Predictive Value 0.550 < 0.557
Total TP 360 > 320
Total TN 76972 < 77052
Total FP 331 > 276
Total FP CONTRA 33 > 23
Total FP INCONS 261 > 231
Total FP COMP 37 > 22
Total FN 402 < 442
P-value 1.5875416339e-07

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Performance plots


  1. Comparison of performance of RNAwolf and Vsfold5. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for RNAwolf and Vsfold5).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for RNAwolf and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAwolf and Vsfold5. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for RNAwolf and Vsfold5).

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Performance of RNAwolf - scored higher in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 360
Total TN 76972
Total FP 331
Total FP CONTRA 33
Total FP INCONS 261
Total FP COMP 37
Total FN 402
Total Scores
MCC 0.505
Average MCC ± 95% Confidence Intervals 0.578 ± 0.117
Sensitivity 0.472
Positive Predictive Value 0.550
Nr of predictions 37

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2. Individual counts for RNAwolf [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LDL_A - 0.74 0.64 0.88 7 343 1 0 1 0 4
2LDT_A - 0.86 0.80 0.92 12 452 1 0 1 0 3
2LHP_A - 1.00 1.00 1.00 16 650 1 0 0 1 0
2LI4_A - 0.97 0.94 1.00 15 481 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 10 266 0 0 0 0 0
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2LWK_A - 0.37 0.38 0.38 5 483 9 0 8 1 8
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
2YIE_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_h - 0.33 0.30 0.37 13 6070 24 0 22 2 30
3J0L_1 - 0.68 0.63 0.75 12 1209 5 0 4 1 7
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 0 0 0 0 1
3TS0_U - 1.00 1.00 1.00 6 247 2 0 0 2 0
3TS2_V - -0.02 0.00 0.00 0 270 7 0 6 1 5
3U4M_B - 0.44 0.38 0.52 14 3133 13 0 13 0 23
3UZL_B 0.72 0.59 0.88 22 3545 4 1 2 1 15
3VJR_D - 1.00 1.00 1.00 13 617 1 0 0 1 0
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 0 13

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 320
Total TN 77052
Total FP 276
Total FP CONTRA 23
Total FP INCONS 231
Total FP COMP 22
Total FN 442
Total Scores
MCC 0.479
Average MCC ± 95% Confidence Intervals 0.584 ± 0.123
Sensitivity 0.420
Positive Predictive Value 0.557
Nr of predictions 37

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LDL_A - 0.85 0.73 1.00 8 343 1 0 0 1 3
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.89 0.80 1.00 8 268 0 0 0 0 2
2LKR_A - 0.27 0.23 0.32 9 6077 19 2 17 0 30
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2YIE_X - 0.30 0.33 0.29 4 1364 10 2 8 0 8
2YIE_Z - -0.01 0.00 0.00 0 1529 11 3 8 0 12
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3J0L_h - 0.18 0.14 0.24 6 6080 19 1 18 0 37
3J0L_1 - 0.27 0.21 0.36 4 1214 7 1 6 0 15
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_8 - 0.70 0.50 1.00 4 186 0 0 0 0 4
3J0L_a - 0.39 0.31 0.50 5 1118 5 2 3 0 11
3J0L_2 - 0.35 0.33 0.37 11 6186 21 3 16 2 22
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3RKF_A 0.75 0.65 0.88 22 2186 3 0 3 0 12
3SD1_A 0.11 0.10 0.15 4 3890 22 0 22 0 38
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.16 0.14 0.20 5 3545 20 1 19 0 32
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4A1C_2 0.24 0.24 0.24 8 11748 37 3 22 12 25
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.18 0.14 0.25 6 4347 19 1 17 1 36
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.